Machine Learning-Based Prediction of Attention-Deficit/Hyperactivity Disorder and Sleep Problems With Wearable Data in Children.

Won-Pyo Kim,Hyun-Jin Kim,Seung Pil Pack,Jae-Hyun Lim,Chul-Hyun Cho,Heon-Jeong Lee

JAMA network open（2023）

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摘要

In this diagnostic study, an ML method for early detection or screening using digital phenotypes in children's daily lives was developed. The results support facilitating early detection in children; however, additional follow-up studies can improve its performance.

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关键词

attention-deficit/hyperactivity attention-deficit/hyperactivity attention-deficit/hyperactivity disorder,attention-deficit/hyperactivity disorder,wearable data,machine learning–based,sleep problems

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